The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Nov. 25, 2025

Filed:

Aug. 27, 2024
Applicant:

2541980 Alberta Ltd., Calgary, CA;

Inventor:

Mike Ball, Kelowna, CA;

Assignee:

2541980 Alberta LTD., Kelowna, CA;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
F16H 61/00 (2006.01); B60W 50/00 (2006.01); B60W 50/14 (2020.01); F16H 61/4192 (2010.01); G06N 3/00 (2023.01); G06N 3/02 (2006.01);
U.S. Cl.
CPC ...
F16H 61/4192 (2013.01); B60W 50/14 (2013.01); G06N 3/02 (2013.01);
Abstract

A system, apparatus and method providing a predictive maintenance system for a vehicle comprising a hydrostatic transmission. Sensors are installed on a vehicle to monitor various operating characteristics of a hydrostatic transmission. The sensors generate raw sensor data that is received by an onboard edge processing unit that applies the signals to a neural network model to derive predictions of potential future mechanical failures of the hydrostatic transmission. The inferences and raw sensor data may be sent to a remote data center via a personal communication device associated with the vehicle, to further train the neural network model.


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